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How we measure

SocialToAI states a figure about itself only with a record of how it was measured. This page prints those records: the date, the sample, the method and the version of the system that was measured.

129×

WhatRecord
Measured on2026-10-07
SampleOne keyword search on a short-video platform, the same query sent to a raw platform-data API and to SocialToAI.
MethodBoth responses were saved as returned and counted in model tokens: about 465,000 for the raw response, about 3,600 for SocialToAI's. 465,000 ÷ 3,600 ≈ 129.
System versionSocialToAI as served on 2026-10-07
Raw platform API, one Douyin search465,000 tokens
SocialToAI3,600 tokens

8.0

WhatRecord
Measured on2026-10-07
Sample7 research questions about public social media, each answered by the same model connected to one product at a time.
MethodSame model, same prompt and the same budget for every product, web search off. Each answer was scored from 1 to 10 by a judge model that saw no product names; the figure is the mean over the 7 questions. The other four products are not named.
System versionSocialToAI as served on 2026-10-07
SocialToAI8.0
Social data MCP A7.4
Social data MCP B6.1
Social data MCP C6.1
Social data MCP D4.4

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